How many weeks of our professional lives have we spent writing CRUD interfaces or database migrations? Yesterday it was unthinkable to spin up a stable scaffolding in no time.
Through the targeted use of AI assistance in the development process, the focus shifts massively. While AI handles repetitive tasks and standard boilerplate, I can focus on what truly matters: System design. How do vector embeddings scale? What does a robust RAG strategy look like?
The technical bridge: In my portfolio project, I use Astro Islands and asynchronous Python to keep overhead minimal. AI serves here as a highly efficient assistant for standard tasks, leaving room for real architectural decisions.
The feeling: It's liberating. We no longer need to be "code shovelers." After 15 years of experience, I feel how AI gives me back the time to think about the big problems.